For Every Scale

For Every Scale

AI Is Not Reducing Headcount. It’s Raising the Bar.

AI is not eliminating jobs at scale yet. It is increasing performance expectations inside every role.

Josh Rowe's avatar
Josh Rowe
Mar 26, 2026
∙ Paid
  • AI is changing how work is done faster than it is eliminating roles.

  • Real-world examples like Commonwealth Bank show companies redesigning work, not just cutting jobs.

  • The immediate impact is rising expectations and widening performance gaps inside teams.

Matt Comyn calls it clearly: AI has to drive productivity and living standards, not just inflate valuations.

The narrative is wrong

The dominant story is simple.

AI replaces jobs.

That makes for good headlines.

It’s not what’s actually happening.

Not yet.

What we said last year

Last year, I wrote that AI would change how we work before it changes who works.

That’s now playing out.

Roles are still there.

But the expectations inside those roles are shifting much faster than most teams realise.

If you haven’t read it, this was the argument in full:

Who Keeps Their Job?

Who Keeps Their Job?

Josh Rowe
·
July 28, 2025
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The signal most people missed

When Commonwealth Bank announced its AI workforce strategy, the headlines focused on job cuts.

~300 roles removed.

That’s the visible part.

The more important move was the $90 million investment behind it.

A program to redesign how skills are built, how roles evolve, and how people move inside the organisation:

That is not a redundancy program.

It is a redesign of work.

I unpacked that shift in more detail here:

CBA Redesigns Work for AI

CBA Redesigns Work for AI

Josh Rowe
·
Feb 26
Read full story

This is what AI adoption actually looks like

CBA is not alone.

Across industries, the pattern is consistent.

AI is not being deployed to remove entire roles.

It is being deployed to change how those roles operate.

At CBA:

Skills are being mapped dynamically

Careers are being redesigned around capabilities, not job titles

Work is being restructured to fit AI, not the other way around

This is the shift most companies are underestimating.

The bar moves

When AI increases output, expectations follow.

Quietly.

A role doesn’t disappear.

But what “good” looks like inside it changes.

Faster turnaround
Higher output
Better decisions

This is already visible inside teams.

And it compounds.

The tension leaders are starting to feel

This is not just theoretical.

You can hear it directly from leadership.

Commonwealth Bank CEO Matt Comyn put it clearly last week:

“This technology needs to lead to productivity and improvements in living standards, not valuations.”

That distinction matters.

Because right now, the market is rewarding the expectation of AI.

Not the realised output.

Most organisations are still being measured on the first.

While trying to build the second.

And inside organisations, that creates tension.

Performance expectations are rising.

But the systems, skills, and structures to support them are still catching up.

That gap is where most teams are operating today.

This is where the real impact sits

AI is not compressing headcount evenly.

It is widening performance.

The gap between:

People who can work with AI
People who cannot

Is increasing.

And it is becoming visible.

Most leadership teams are still asking the wrong question.

“How many jobs will AI remove?”

The better question is:

“What level of performance will we now expect from every role?”

Because this is where the real organisational change happens.

Below are the structural shifts already playing out inside teams, and the decisions leaders need to make now to stay ahead of them.

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